{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "outputs": [],
   "source": [
    "import sys\n",
    "\n",
    "import torch\n",
    "import networkx\n",
    "\n",
    "\n",
    "\n",
    "\n",
    "\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "outputs": [],
   "source": [
    "import matplotlib.pyplot as  plt"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "outputs": [
    {
     "data": {
      "text/plain": "<Figure size 640x480 with 1 Axes>",
      "image/png": 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\n"
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "g = networkx.paley_graph(50)\n",
    "networkx.draw(g)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "outputs": [
    {
     "ename": "ModuleNotFoundError",
     "evalue": "No module named 'silearn'",
     "output_type": "error",
     "traceback": [
      "\u001B[0;31m---------------------------------------------------------------------------\u001B[0m",
      "\u001B[0;31mModuleNotFoundError\u001B[0m                       Traceback (most recent call last)",
      "Cell \u001B[0;32mIn[4], line 3\u001B[0m\n\u001B[1;32m      1\u001B[0m \u001B[38;5;28;01mimport\u001B[39;00m \u001B[38;5;21;01msys\u001B[39;00m\n\u001B[1;32m      2\u001B[0m sys\u001B[38;5;241m.\u001B[39mpath\u001B[38;5;241m.\u001B[39mappend(\u001B[38;5;124m'\u001B[39m\u001B[38;5;124m/tmp/pycharm_project_361/\u001B[39m\u001B[38;5;124m'\u001B[39m)\n\u001B[0;32m----> 3\u001B[0m \u001B[38;5;28;01mimport\u001B[39;00m \u001B[38;5;21;01msilearn\u001B[39;00m\n",
      "\u001B[0;31mModuleNotFoundError\u001B[0m: No module named 'silearn'"
     ]
    }
   ],
   "source": [
    "import sys\n",
    "sys.path.append('/home/')\n",
    "import silearn"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "import silearn.utils.external\n",
    "import numpy as np\n",
    "import importlib"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "importlib.reload(silearn.utils.data)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "edges = torch.tensor(np.array(g.edges))\n",
    "weight = torch.rand_like(edges[:, 0], dtype=torch.float)\n",
    "weight = torch.ones_like(edges[:, 0], dtype=torch.float)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "edges, weight"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "silearn.backends.functional.__function_map__"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "import silearn.model.enc.encoding_tree\n",
    "importlib.reload(silearn.model.enc.encoding_tree)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "gsim = silearn.utils.data.GraphSparse(edges, weight / weight.sum())\n",
    "gsilearn._dist = silearn.scatter_sum(weight.float(), edges[:, 1])\n",
    "gsilearn._dist /= gsilearn._dist.sum()\n",
    "enc0 = silearn.model.enc.encoding_tree.Partitioning(gsim, torch.arange(gsilearn.n_vertices) * 0 )"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "enc0.structural_entropy(reduction=\"sum\")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "\n",
    "from silearn.optimizer.enc.partitioning.fast_merging import FastMergeSEM\n",
    "importlib.reload(silearn.optimizer.enc.partitioning.fast_merging)\n",
    "optim = FastMergeSEM()\n",
    "optim.partition = enc0"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "gsilearn.edges[0][-5]"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "optim.iterative_merge(max_iteration = 1000, sample_ratio=0.5, p = 0.2, m_scale=0.0)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "optim.process_c()\n",
    "optim.partition.structural_entropy(reduction=\"sum\")\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "optim.iterative_merge_c(max_iteration=100, sample_ratio=0.8, p = 0.1, m_scale=0)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "# optim.process_fast(p=.6)\n",
    "cug = silearn.utils.external.create_cugraph(es=edges[:, 0], et = edges[:, 1], w= weight)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "import cugraph\n",
    "par = cugraph.community.leiden(cug, resolution=1.0, max_iter=200)[0][\"partition\"].values"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "optim.partition.node_id = torch.tensor(par).long()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "par\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "FastMergeSEM.get_edge_transform(optim.partition.node_id[optim.partition.graph.edges[0]])"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "# optim.partition.node_id = torch.tensor([2,0,0,1,1,2,0,0,1,1])\n",
    "\n",
    "# optim.partition.node_id[optim.partition.graph.edges[0]]\n",
    "\n",
    "# edges, trans_prob = optim.partition.graph.edges\n",
    "# silearn.scatter_sum(trans_prob, optim.partition.node_id[edges[:,1]]).reshape(-1)\n",
    "# optim.process_fast(re_compute=False)\n",
    "# optim.process_fast(p = 0.2, m_scale=-8)\n",
    "# optim.process_fast(p = 0.1, m_scale=-0.5)\n",
    "# optim.process_fast(m_scale=-0.5, p=.1)\n",
    "# optim.process_fast(p = 0.1, m_scale=0, re_compute=False)\n",
    "optim.partition.structural_entropy(reduction=\"sum\")"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "e, t = gsilearn.edges\n",
    "silearn.scatter_sum(t, e[:,1]).reshape(-1)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "optim._log2m"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "optim.partition.node_id"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "npid = optim.partition.node_id.numpy(force=True)\n",
    "for i in range(npid.shape[0]):\n",
    "    g._node[i][\"label\"] = npid[i]"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "spt = torch.sparse_coo_tensor(edges.T, weight)\n",
    "pos = np.ones((25, 2))\n",
    "pos[:, 0] = torch.linalg.eig(spt.to_dense())[1][0].numpy()\n",
    "pos[:, 1] = torch.linalg.eig(spt.to_dense())[1][1].numpy()"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "labels = networkx.get_node_attributes(g, \"label\")\n",
    "networkx.draw(g, with_labels=True, labels = {k: (k, i) for k, i in labels.items()})\n"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "outputs": [],
   "source": [
    "import faiss\n",
    "def init_knn(self):\n",
    "    faiss_cfg = faiss.GpuIndexFlatConfig()\n",
    "    faiss_cfg.useFloat16 = True\n",
    "    faiss_cfg.device = 0\n",
    "\n",
    "    self.geo_knn = faiss.GpuIndexFlatL2(faiss.StandardGpuResources(), 3, faiss_cfg)"
   ],
   "metadata": {
    "collapsed": false,
    "pycharm": {
     "name": "#%%\n"
    }
   }
  }
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